Understanding how individuals interact with traffic systems is crucial for improving mobility. Traffic user behavior analysis involves the investigation of trends exhibited by motorists and walkers, aiming to identify variables that contribute traffic flow, congestion, and safety. This analysis can be conducted through various approaches, such as